ClickHouse · sesho96 · Sep 16, 2024 · Sep 16, 2024 · rschu1ze · Sep 17, 2024
diff --git a/chyt/README.md b/chyt/README.md
@@ -0,0 +1,14 @@
+#### CHYT powered by ClickHouse
+
+1.  Install YTsaurus cluster. Visit [YTsaurus Getting started webpage](https://ytsaurus.tech/docs/en/overview/try-yt)
+2. Configure CPU, RAM and instance count of your benchmark clique using [CLI](https://ytsaurus.tech/docs/en/user-guide/data-processing/chyt/cliques/start) or YTsaurus UI (Menu -> Cliques).
+3. After installation export nessasary parameters
+```console
+export YT_USE_HOSTS=0
+export CHYT_ALIAS=*ch_public
+```
+In this case we will use default clique ``*ch_public``, but you can create your own. Also you need to export path to proxy using
+```console
+export YT_PROXY=path to your proxy
+```
+4. Now you can run benchmark by starting the ``run.sh`` script. It will create```//home/hits``` table, fill it with data from ClickBench dataset repository, sort it and run benchmark queries
diff --git a/chyt/benchmark.sh b/chyt/benchmark.sh
@@ -0,0 +1,29 @@
+#!/bin/bash
+
+export YT_USE_HOSTS=0
+export CHYT_ALIAS=*ch_public
+
+echo "----------------"
+# Create table
+echo "Creating table"
+time yt clickhouse execute "$(cat create.sql)" --alias $CHYT_ALIAS --proxy $YT_PROXY
+echo "----------------"
+
+echo "----------------"
+# Fill table
+echo "Filling table"
+time yt clickhouse execute "$(cat fill_data.sql)" --alias $CHYT_ALIAS --proxy $YT_PROXY
+echo "----------------"
+
+echo "----------------"
+# Sort table
+echo "Sorting table"
+time yt sort --src //home/hits --dst //home/hits --sort-by "CounterID" --sort-by "EventDate" --sort-by "UserID" --sort-by "EventTime" --sort-by "WatchID" --proxy $YT_PROXY
+echo "----------------"
+
+echo "----------------"
+# Run benchmark
+echo "Starting benchmark"
+./run.sh
+echo "----------------"
+
diff --git a/chyt/create.sql b/chyt/create.sql
@@ -0,0 +1,109 @@
+CREATE TABLE IF NOT EXISTS "//home/hits"
+(
+    WatchID BIGINT NOT NULL,
+    JavaEnable SMALLINT NOT NULL,
+    Title TEXT NOT NULL,
+    GoodEvent SMALLINT NOT NULL,
+    EventTime TIMESTAMP NOT NULL,
+    EventDate Date NOT NULL,
+    CounterID INTEGER NOT NULL,
+    ClientIP INTEGER NOT NULL,
+    RegionID INTEGER NOT NULL,
+    UserID BIGINT NOT NULL,
+    CounterClass SMALLINT NOT NULL,
+    OS SMALLINT NOT NULL,
+    UserAgent SMALLINT NOT NULL,
+    URL TEXT NOT NULL,
+    Referer TEXT NOT NULL,
+    IsRefresh SMALLINT NOT NULL,
+    RefererCategoryID SMALLINT NOT NULL,
+    RefererRegionID INTEGER NOT NULL,
+    URLCategoryID SMALLINT NOT NULL,
+    URLRegionID INTEGER NOT NULL,
+    ResolutionWidth SMALLINT NOT NULL,
+    ResolutionHeight SMALLINT NOT NULL,
+    ResolutionDepth SMALLINT NOT NULL,
+    FlashMajor SMALLINT NOT NULL,
+    FlashMinor SMALLINT NOT NULL,
+    FlashMinor2 TEXT NOT NULL,
+    NetMajor SMALLINT NOT NULL,
+    NetMinor SMALLINT NOT NULL,
+    UserAgentMajor SMALLINT NOT NULL,
+    UserAgentMinor VARCHAR(255) NOT NULL,
+    CookieEnable SMALLINT NOT NULL,
+    JavascriptEnable SMALLINT NOT NULL,
+    IsMobile SMALLINT NOT NULL,
+    MobilePhone SMALLINT NOT NULL,
+    MobilePhoneModel TEXT NOT NULL,
+    Params TEXT NOT NULL,
+    IPNetworkID INTEGER NOT NULL,
+    TraficSourceID SMALLINT NOT NULL,
+    SearchEngineID SMALLINT NOT NULL,
+    SearchPhrase TEXT NOT NULL,
+    AdvEngineID SMALLINT NOT NULL,
+    IsArtifical SMALLINT NOT NULL,
+    WindowClientWidth SMALLINT NOT NULL,
+    WindowClientHeight SMALLINT NOT NULL,
+    ClientTimeZone SMALLINT NOT NULL,
+    ClientEventTime TIMESTAMP NOT NULL,
+    SilverlightVersion1 SMALLINT NOT NULL,
+    SilverlightVersion2 SMALLINT NOT NULL,
+    SilverlightVersion3 INTEGER NOT NULL,
+    SilverlightVersion4 SMALLINT NOT NULL,
+    PageCharset TEXT NOT NULL,
+    CodeVersion INTEGER NOT NULL,
+    IsLink SMALLINT NOT NULL,
+    IsDownload SMALLINT NOT NULL,
+    IsNotBounce SMALLINT NOT NULL,
+    FUniqID BIGINT NOT NULL,
+    OriginalURL TEXT NOT NULL,
+    HID INTEGER NOT NULL,
+    IsOldCounter SMALLINT NOT NULL,
+    IsEvent SMALLINT NOT NULL,
+    IsParameter SMALLINT NOT NULL,
+    DontCountHits SMALLINT NOT NULL,
+    WithHash SMALLINT NOT NULL,
+    HitColor CHAR NOT NULL,
+    LocalEventTime TIMESTAMP NOT NULL,
+    Age SMALLINT NOT NULL,
+    Sex SMALLINT NOT NULL,
+    Income SMALLINT NOT NULL,
+    Interests SMALLINT NOT NULL,
+    Robotness SMALLINT NOT NULL,
+    RemoteIP INTEGER NOT NULL,
+    WindowName INTEGER NOT NULL,
+    OpenerName INTEGER NOT NULL,
+    HistoryLength SMALLINT NOT NULL,
+    BrowserLanguage TEXT NOT NULL,
+    BrowserCountry TEXT NOT NULL,
+    SocialNetwork TEXT NOT NULL,
+    SocialAction TEXT NOT NULL,
+    HTTPError SMALLINT NOT NULL,
+    SendTiming INTEGER NOT NULL,
+    DNSTiming INTEGER NOT NULL,
+    ConnectTiming INTEGER NOT NULL,
+    ResponseStartTiming INTEGER NOT NULL,
+    ResponseEndTiming INTEGER NOT NULL,
+    FetchTiming INTEGER NOT NULL,
+    SocialSourceNetworkID SMALLINT NOT NULL,
+    SocialSourcePage TEXT NOT NULL,
+    ParamPrice BIGINT NOT NULL,
+    ParamOrderID TEXT NOT NULL,
+    ParamCurrency TEXT NOT NULL,
+    ParamCurrencyID SMALLINT NOT NULL,
+    OpenstatServiceName TEXT NOT NULL,
+    OpenstatCampaignID TEXT NOT NULL,
+    OpenstatAdID TEXT NOT NULL,
+    OpenstatSourceID TEXT NOT NULL,
+    UTMSource TEXT NOT NULL,
+    UTMMedium TEXT NOT NULL,
+    UTMCampaign TEXT NOT NULL,
+    UTMContent TEXT NOT NULL,
+    UTMTerm TEXT NOT NULL,
+    FromTag TEXT NOT NULL,
+    HasGCLID SMALLINT NOT NULL,
+    RefererHash BIGINT NOT NULL,
+    URLHash BIGINT NOT NULL,
+    CLID INTEGER NOT NULL
+)
+ENGINE = YtTable();
diff --git a/chyt/fill_data.sql b/chyt/fill_data.sql
@@ -0,0 +1 @@
+INSERT INTO "//home/hits" SELECT * FROM url('https://datasets.clickhouse.com/hits_compatible/hits.tsv.gz', 'TSV')
diff --git a/chyt/queries.sql b/chyt/queries.sql
@@ -0,0 +1,43 @@
+SELECT COUNT(*) FROM '//home/hits'
+SELECT COUNT(*) FROM '//home/hits' WHERE AdvEngineID != 0
+SELECT SUM(AdvEngineID), COUNT(*), AVG(ResolutionWidth) FROM '//home/hits';
+SELECT AVG(UserID) FROM '//home/hits';
+SELECT COUNT(DISTINCT UserID) FROM '//home/hits';
+SELECT COUNT(DISTINCT SearchPhrase) FROM '//home/hits';
+SELECT MIN(EventDate), MAX(EventDate) FROM '//home/hits';
+SELECT AdvEngineID, COUNT(*) FROM '//home/hits' WHERE AdvEngineID != 0 GROUP BY AdvEngineID ORDER BY COUNT(*) DESC;
+SELECT RegionID, COUNT(DISTINCT UserID) AS u FROM '//home/hits' GROUP BY RegionID ORDER BY u DESC LIMIT 10;
+SELECT RegionID, SUM(AdvEngineID), COUNT(*) AS c, AVG(ResolutionWidth), COUNT(DISTINCT UserID) FROM '//home/hits' GROUP BY RegionID ORDER BY c DESC LIMIT 10;
+SELECT MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM '//home/hits' WHERE MobilePhoneModel != '' GROUP BY MobilePhoneModel ORDER BY u DESC LIMIT 10;
+SELECT MobilePhone, MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM '//home/hits' WHERE MobilePhoneModel != '' GROUP BY MobilePhone, MobilePhoneModel ORDER BY u DESC LIMIT 10;
+SELECT SearchPhrase, COUNT(*) AS c FROM '//home/hits' WHERE SearchPhrase != '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;
+SELECT SearchPhrase, COUNT(DISTINCT UserID) AS u FROM '//home/hits' WHERE SearchPhrase != '' GROUP BY SearchPhrase ORDER BY u DESC LIMIT 10;
+SELECT SearchEngineID, SearchPhrase, COUNT(*) AS c FROM '//home/hits' WHERE SearchPhrase != '' GROUP BY SearchEngineID, SearchPhrase ORDER BY c DESC LIMIT 10;
+SELECT UserID, COUNT(*) FROM '//home/hits' GROUP BY UserID ORDER BY COUNT(*) DESC LIMIT 10;
+SELECT UserID, SearchPhrase, COUNT(*) FROM '//home/hits' GROUP BY UserID, SearchPhrase ORDER BY COUNT(*) DESC LIMIT 10;
+SELECT UserID, SearchPhrase, COUNT(*) FROM '//home/hits' GROUP BY UserID, SearchPhrase LIMIT 10;
+SELECT UserID, extract(minute FROM EventTime) AS m, SearchPhrase, COUNT(*) FROM '//home/hits' GROUP BY UserID, m, SearchPhrase ORDER BY COUNT(*) DESC LIMIT 10;
+SELECT UserID FROM '//home/hits' WHERE UserID = 435090932899640449;
+SELECT COUNT(*) FROM '//home/hits' WHERE URL LIKE '%google%';
+SELECT SearchPhrase, MIN(URL), COUNT(*) AS c FROM '//home/hits' WHERE URL LIKE '%google%' AND SearchPhrase != '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;
+SELECT SearchPhrase, MIN(URL), MIN(Title), COUNT(*) AS c, COUNT(DISTINCT UserID) FROM '//home/hits' WHERE Title LIKE '%Google%' AND URL NOT LIKE '%.google.%' AND SearchPhrase != '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;
+SELECT * FROM '//home/hits' WHERE URL LIKE '%google%' ORDER BY EventTime LIMIT 10;
+SELECT SearchPhrase FROM '//home/hits' WHERE SearchPhrase != '' ORDER BY EventTime LIMIT 10;
+SELECT SearchPhrase FROM '//home/hits' WHERE SearchPhrase != '' ORDER BY SearchPhrase LIMIT 10;
+SELECT SearchPhrase FROM '//home/hits' WHERE SearchPhrase != '' ORDER BY EventTime, SearchPhrase LIMIT 10;
+SELECT CounterID, AVG(length(URL)) AS l, COUNT(*) AS c FROM '//home/hits' WHERE URL != '' GROUP BY CounterID HAVING COUNT(*) > 100000 ORDER BY l DESC LIMIT 25;
+SELECT REGEXP_REPLACE(Referer, '^https?://(?:www\.)?([^/]+)/.*$', '\1') AS k, AVG(length(Referer)) AS l, COUNT(*) AS c, MIN(Referer) FROM '//home/hits' WHERE Referer != '' GROUP BY k HAVING COUNT(*) > 100000 ORDER BY l DESC LIMIT 25;
+SELECT SUM(ResolutionWidth), SUM(ResolutionWidth + 1), SUM(ResolutionWidth + 2), SUM(ResolutionWidth + 3), SUM(ResolutionWidth + 4), SUM(ResolutionWidth + 5), SUM(ResolutionWidth + 6), SUM(ResolutionWidth + 7), SUM(ResolutionWidth + 8), SUM(ResolutionWidth + 9), SUM(ResolutionWidth + 10), SUM(ResolutionWidth + 11), SUM(ResolutionWidth + 12), SUM(ResolutionWidth + 13), SUM(ResolutionWidth + 14), SUM(ResolutionWidth + 15), SUM(ResolutionWidth + 16), SUM(ResolutionWidth + 17), SUM(ResolutionWidth + 18), SUM(ResolutionWidth + 19), SUM(ResolutionWidth + 20), SUM(ResolutionWidth + 21), SUM(ResolutionWidth + 22), SUM(ResolutionWidth + 23), SUM(ResolutionWidth + 24), SUM(ResolutionWidth + 25), SUM(ResolutionWidth + 26), SUM(ResolutionWidth + 27), SUM(ResolutionWidth + 28), SUM(ResolutionWidth + 29), SUM(ResolutionWidth + 30), SUM(ResolutionWidth + 31), SUM(ResolutionWidth + 32), SUM(ResolutionWidth + 33), SUM(ResolutionWidth + 34), SUM(ResolutionWidth + 35), SUM(ResolutionWidth + 36), SUM(ResolutionWidth + 37), SUM(ResolutionWidth + 38), SUM(ResolutionWidth + 39), SUM(ResolutionWidth + 40), SUM(ResolutionWidth + 41), SUM(ResolutionWidth + 42), SUM(ResolutionWidth + 43), SUM(ResolutionWidth + 44), SUM(ResolutionWidth + 45), SUM(ResolutionWidth + 46), SUM(ResolutionWidth + 47), SUM(ResolutionWidth + 48), SUM(ResolutionWidth + 49), SUM(ResolutionWidth + 50), SUM(ResolutionWidth + 51), SUM(ResolutionWidth + 52), SUM(ResolutionWidth + 53), SUM(ResolutionWidth + 54), SUM(ResolutionWidth + 55), SUM(ResolutionWidth + 56), SUM(ResolutionWidth + 57), SUM(ResolutionWidth + 58), SUM(ResolutionWidth + 59), SUM(ResolutionWidth + 60), SUM(ResolutionWidth + 61), SUM(ResolutionWidth + 62), SUM(ResolutionWidth + 63), SUM(ResolutionWidth + 64), SUM(ResolutionWidth + 65), SUM(ResolutionWidth + 66), SUM(ResolutionWidth + 67), SUM(ResolutionWidth + 68), SUM(ResolutionWidth + 69), SUM(ResolutionWidth + 70), SUM(ResolutionWidth + 71), SUM(ResolutionWidth + 72), SUM(ResolutionWidth + 73), SUM(ResolutionWidth + 74), SUM(ResolutionWidth + 75), SUM(ResolutionWidth + 76), SUM(ResolutionWidth + 77), SUM(ResolutionWidth + 78), SUM(ResolutionWidth + 79), SUM(ResolutionWidth + 80), SUM(ResolutionWidth + 81), SUM(ResolutionWidth + 82), SUM(ResolutionWidth + 83), SUM(ResolutionWidth + 84), SUM(ResolutionWidth + 85), SUM(ResolutionWidth + 86), SUM(ResolutionWidth + 87), SUM(ResolutionWidth + 88), SUM(ResolutionWidth + 89) FROM '//home/hits';
+SELECT SearchEngineID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM '//home/hits' WHERE SearchPhrase != '' GROUP BY SearchEngineID, ClientIP ORDER BY c DESC LIMIT 10;
+SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM '//home/hits' WHERE SearchPhrase != '' GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;
+SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM '//home/hits' GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;
+SELECT URL, COUNT(*) AS c FROM '//home/hits' GROUP BY URL ORDER BY c DESC LIMIT 10;
+SELECT 1, URL, COUNT(*) AS c FROM '//home/hits' GROUP BY 1, URL ORDER BY c DESC LIMIT 10;
+SELECT ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3, COUNT(*) AS c FROM '//home/hits' GROUP BY ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3 ORDER BY c DESC LIMIT 10;
+SELECT URL, COUNT(*) AS PageViews FROM '//home/hits' WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND DontCountHits = 0 AND IsRefresh = 0 AND URL != '' GROUP BY URL ORDER BY PageViews DESC LIMIT 10;
+SELECT Title, COUNT(*) AS PageViews FROM '//home/hits' WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND DontCountHits = 0 AND IsRefresh = 0 AND Title != '' GROUP BY Title ORDER BY PageViews DESC LIMIT 10;
+SELECT URL, COUNT(*) AS PageViews FROM '//home/hits' WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND IsLink != 0 AND IsDownload = 0 GROUP BY URL ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;
+SELECT TraficSourceID, SearchEngineID, AdvEngineID, CASE WHEN (SearchEngineID = 0 AND AdvEngineID = 0) THEN Referer ELSE '' END AS Src, URL AS Dst, COUNT(*) AS PageViews FROM '//home/hits' WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 GROUP BY TraficSourceID, SearchEngineID, AdvEngineID, Src, Dst ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;
+SELECT URLHash, EventDate, COUNT(*) AS PageViews FROM '//home/hits' WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND TraficSourceID IN (-1, 6) AND RefererHash = 3594120000172545465 GROUP BY URLHash, EventDate ORDER BY PageViews DESC LIMIT 10 OFFSET 100;
+SELECT WindowClientWidth, WindowClientHeight, COUNT(*) AS PageViews FROM '//home/hits' WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND DontCountHits = 0 AND URLHash = 2868770270353813622 GROUP BY WindowClientWidth, WindowClientHeight ORDER BY PageViews DESC LIMIT 10 OFFSET 10000;
+SELECT DATE_TRUNC('minute', EventTime) AS M, COUNT(*) AS PageViews FROM '//home/hits' WHERE CounterID = 62 AND EventDate >= '2013-07-14' AND EventDate <= '2013-07-15' AND IsRefresh = 0 AND DontCountHits = 0 GROUP BY DATE_TRUNC('minute', EventTime) ORDER BY DATE_TRUNC('minute', EventTime) LIMIT 10 OFFSET 1000;
diff --git a/chyt/results/yt.192GB_YC.json b/chyt/results/yt.192GB_YC.json
@@ -0,0 +1,60 @@
+
+{
+    "system": "CHYT",
+    "date": "2024-09-16",
+    "machine": "192GB",
+    "cluster_size": "serverless",
+    "comment": "",
+
+    "tags": ["C++", "column-oriented", "ClickHouse derivative", "managed", "YT"],
+
+    "load_time": 0,
+    "data_size": 11991598975,
+
+    "result": [[2.372610368, 0.177555991, 0.167831612],
+[1.89569562, 0.163561879, 0.125731783],
+[0.397375625, 0.143236637, 0.142898217],
+[0.159063975, 0.219494644, 0.142977358],
+[2.445798601, 2.463385924, 2.45236644],
+[1.642306904, 1.120649371, 1.186680465],
+[0.145678347, 0.134829491, 0.111869894],
+[0.137467588, 0.131913797, 0.121479928],
+[1.038950099, 0.841041871, 0.815657075],
+[0.888393242, 0.901503487, 0.850001405],
+[0.300008495, 0.295253981, 0.262494617],
+[0.332864706, 0.316992408, 0.284549721],
+[1.282832704, 1.211279681, 1.203357621],
+[1.870151975, 1.879827686, 2.061536338],
+[1.464882239, 1.392805612, 1.37117606],
+[0.669433287, 0.62684469, 0.609748707],
+[2.725962414, 2.440456367, 2.563546639],
+[0.697352241, 0.716481149, 0.71570874],
+[3.955110766, 3.943280412, 3.893673244],
+[0.184934938, 0.148157406, 0.12426291],
+[2.520929897, 0.419806388, 0.429551375],
+[0.444997613, 0.434422441, 0.429956294],
+[1.996560203, 0.628015168, 0.585114861],
+[14.824231605, 2.397589198, 2.2803815],
+[0.252897684, 0.257396369, 0.25015462],
+[0.213346949, 0.223027753, 0.22175948],
+[0.232342357, 0.225393963, 0.231525915],
+[0.619598816, 0.589334994, 0.60943],
+[4.611859865, 4.729652665, 4.405050704],
+[0.50550661, 0.520710299, 0.492502187],
+[0.640109449, 0.626248477, 0.616935419],
+[1.158579925, 1.048573371, 1.122588651],
+[7.386813284, 5.736833249, 6.593178508],
+[6.643162826, 6.72984338, 6.644774073],
+[6.720191035, 6.74018319, 6.750590849],
+[1.113060311, 1.08857216, 1.104773142],
+[1.866018689, 0.26290965, 0.248918084],
+[0.299527902, 0.115307374, 0.115341251],
+[0.132207052, 0.138025382, 0.119330326],
+[0.995906952, 0.355747083, 0.352949324],
+[1.127008209, 0.128025554, 0.097888539],
+[0.211839809, 0.099082926, 0.096308393],
+[0.12547587, 0.100394788, 0.078670296]
+]
+
+}
+
diff --git a/chyt/results/yt.360GB_YC.json b/chyt/results/yt.360GB_YC.json
@@ -0,0 +1,60 @@
+
+{
+    "system": "CHYT",
+    "date": "2024-09-16",
+    "machine": "360GB",
+    "cluster_size": "serverless",
+    "comment": "",
+
+    "tags": ["C++", "column-oriented", "ClickHouse derivative", "managed", "YT"],
+
+    "load_time": 0,
+    "data_size": 11991598975,
+
+    "result": [[0.128183824, 0.094088621, 0.09780898],
+[0.110835469, 0.105759888, 0.094570234],
+[0.129915728, 0.102583752, 0.103870001],
+[0.103502534, 0.103226616, 0.103748437],
+[2.109089084, 2.083779273, 2.112884608],
+[1.020183734, 0.973862835, 0.940307535],
+[0.096076448, 0.101914965, 0.096355669],
+[0.102592734, 0.101062682, 0.102341893],
+[0.805407437, 0.786196311, 0.778091253],
+[0.827499106, 0.799945852, 0.790301742],
+[0.23059338, 0.222442364, 0.212345667],
+[0.235147388, 0.227044594, 0.224793301],
+[0.770579808, 0.760533881, 0.778474308],
+[1.159523393, 1.14649681, 1.134973884],
+[0.853472293, 0.836768906, 0.809505901],
+[0.473811343, 0.526539064, 0.555403265],
+[1.706818407, 1.69311605, 1.563099254],
+[0.414241724, 0.43466755, 0.432693477],
+[3.420935664, 3.57643173, 3.385704175],
+[0.099313286, 0.118718491, 0.108467089],
+[0.293844253, 0.275250081, 0.270439116],
+[0.312499051, 0.300432862, 0.284370244],
+[0.367348574, 0.34577317, 0.353885312],
+[1.496499058, 1.432554378, 1.35307467],
+[0.18977799, 0.159872566, 0.160621156],
+[0.158556102, 0.1485595, 0.149953303],
+[0.155616606, 0.160443596, 0.164656278],
+[0.48669893, 0.462240426, 0.447592216],
+[2.609391381, 2.654156135, 2.628059019],
+[0.333486019, 0.290188037, 0.298685464],
+[0.386230763, 0.361219358, 0.397969611],
+[0.692538712, 0.680270727, 0.650636814],
+[4.357208473, 4.367277664, 4.278229464],
+[4.045840235, 4.137789511, 4.212205446],
+[4.107636932, 4.007328571, 4.128450318],
+[0.931051726, 0.889028639, 0.896324353],
+[1.175944096, 0.185351735, 0.159400516],
+[0.315863193, 0.10706978, 0.097494635],
+[0.10664377, 0.092488926, 0.090972588],
+[0.561070017, 0.289356023, 0.290414027],
+[0.497854143, 0.095818995, 0.09152957],
+[0.11312576, 0.082238359, 0.081518631],
+[0.082093051, 0.063105245, 0.072934379]
+]
+
+}
+